{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#此次实现使用的是高斯滤波器，不同的滤波器可以实现不同的效果\n",
    "from skimage import data,io,color,img_as_ubyte\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy import signal\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x253685e4940>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1=data.camera()\n",
    "io.imshow(data1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gauss(i,j,sigma): #得到高斯滤波器的数值\n",
    "    return 1/(2*np.pi*sigma**2)*np.exp(-(i**2+j**2)/(2*sigma**2))\n",
    "def gauss_window(radius,sigma): #生成高斯滤波器 \n",
    "    window=np.zeros((radius*2+1,radius*2+1))\n",
    "    for i in range(-radius,radius+1):\n",
    "        for j in range(-radius,radius+1):\n",
    "            window[i+radius][j+radius]=gauss(i,j,sigma)\n",
    "    return window/np.sum(window)\n",
    "\n",
    "def corr(img,win):\n",
    "    s=signal.correlate2d(img,win,mode='same',boundary='fill') #得到卷积后的图像，要求尺寸相同，边缘填充0\n",
    "    return s.astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x25368717358>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=data1\n",
    "win1=gauss_window(3,1)#盒装滤波器 np.one(3,3)/3**2,可以用于图片模糊化\n",
    "win2=gauss_window(5,1) \n",
    "win3=gauss_window(9,1)\n",
    "img1=corr(img,win1)\n",
    "img2=corr(img,win2)\n",
    "img3=corr(img,win3)\n",
    "plt.figure()\n",
    "plt.imshow(img1,plt.cm.gray)\n",
    "plt.figure()\n",
    "plt.imshow(img2,plt.cm.gray)\n",
    "plt.figure()\n",
    "plt.imshow(img3,plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TF_GPU",
   "language": "python",
   "name": "tf_gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
